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/*! | ||
* Copyright (c) 2016 by Contributors | ||
* \file saveload_json.cc | ||
* \brief Passes that defines save and load graph to/from JSON file. | ||
*/ | ||
#include <nnvm/pass.h> | ||
#include <dmlc/json.h> | ||
#include <algorithm> | ||
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namespace dmlc { | ||
namespace json { | ||
// overload handler for shared ptr | ||
template<> | ||
struct Handler<std::shared_ptr<const any> > { | ||
inline static void Write(JSONWriter *writer, const std::shared_ptr<const any> &data) { | ||
writer->Write(*data); | ||
} | ||
inline static void Read(JSONReader *reader, std::shared_ptr<const any> *data) { | ||
any v; | ||
reader->Read(&v); | ||
*data = std::make_shared<any>(std::move(v)); | ||
} | ||
}; | ||
} // namespace json | ||
} // namespace dmlc | ||
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namespace nnvm { | ||
namespace pass { | ||
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// auxiliary node structure for serialization. | ||
struct JSONNode { | ||
// the node entry structure in serialized format | ||
typedef std::pair<uint32_t, uint32_t> Entry; | ||
// pointer to the graph node | ||
std::shared_ptr<Node> node; | ||
// inputs | ||
std::vector<Entry> inputs; | ||
// control flow dependencies | ||
std::vector<uint32_t> control_deps; | ||
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// function to save JSON node. | ||
void Save(dmlc::JSONWriter *writer) const { | ||
writer->BeginObject(); | ||
if (node->op != nullptr) { | ||
writer->WriteObjectKeyValue("op", node->op->name); | ||
writer->WriteObjectKeyValue("attr", node->attrs.dict); | ||
} else { | ||
std::string json_null = "null"; | ||
writer->WriteObjectKeyValue("op", json_null); | ||
} | ||
writer->WriteObjectKeyValue("name", node->attrs.name); | ||
writer->WriteObjectKeyValue("inputs", inputs); | ||
writer->WriteObjectKeyValue("control_deps", control_deps); | ||
writer->EndObject(); | ||
} | ||
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void Load(dmlc::JSONReader *reader) { | ||
node = std::move(Node::Create()); | ||
control_deps.clear(); | ||
dmlc::JSONObjectReadHelper helper; | ||
std::string op_type_str; | ||
helper.DeclareField("op", &op_type_str); | ||
helper.DeclareField("name", &(node->attrs.name)); | ||
helper.DeclareField("inputs", &inputs); | ||
helper.DeclareOptionalField("attr", &(node->attrs.dict)); | ||
helper.DeclareOptionalField("control_deps", &control_deps); | ||
// backward compatible code with mxnet graph. | ||
int backward_source_id; | ||
std::unordered_map<std::string, std::string> param; | ||
helper.DeclareOptionalField("param", ¶m); | ||
helper.DeclareOptionalField("backward_source_id", &backward_source_id); | ||
node->attrs.dict.insert(param.begin(), param.end()); | ||
helper.ReadAllFields(reader); | ||
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if (op_type_str != "null") { | ||
try { | ||
node->op = Op::Get(op_type_str); | ||
} catch (const dmlc::Error &err) { | ||
std::ostringstream os; | ||
os << "Failed loading Op " << node->attrs.name | ||
<< " of type " << op_type_str << ": " << err.what(); | ||
throw dmlc::Error(os.str()); | ||
} | ||
} else { | ||
node->op = nullptr; | ||
} | ||
} | ||
}; | ||
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// graph structure to help read/save JSON. | ||
struct JSONGraph { | ||
std::vector<JSONNode> nodes; | ||
std::vector<uint32_t> arg_nodes; | ||
std::vector<JSONNode::Entry> heads; | ||
std::unordered_map<std::string, std::shared_ptr<const any> > attrs; | ||
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void Save(dmlc::JSONWriter *writer) const { | ||
writer->BeginObject(); | ||
writer->WriteObjectKeyValue("nodes", nodes); | ||
writer->WriteObjectKeyValue("arg_nodes", arg_nodes); | ||
writer->WriteObjectKeyValue("heads", heads); | ||
if (attrs.size() != 0) { | ||
writer->WriteObjectKeyValue("attrs", attrs); | ||
} | ||
writer->EndObject(); | ||
} | ||
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void Load(dmlc::JSONReader *reader) { | ||
attrs.clear(); | ||
dmlc::JSONObjectReadHelper helper; | ||
helper.DeclareField("nodes", &nodes); | ||
helper.DeclareField("arg_nodes", &arg_nodes); | ||
helper.DeclareField("heads", &heads); | ||
helper.DeclareOptionalField("attrs", &attrs); | ||
helper.ReadAllFields(reader); | ||
} | ||
}; | ||
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// Load a graph from JSON file. | ||
Graph LoadJSON(const Graph& src) { | ||
CHECK_NE(src.attrs.count("json"), 0) | ||
<< "Load JSON require json to be presented."; | ||
const std::string &json_str = | ||
nnvm::get<std::string>(*src.attrs.at("json")); | ||
std::istringstream is(json_str); | ||
dmlc::JSONReader reader(&is); | ||
JSONGraph jgraph; | ||
// load in json graph. | ||
jgraph.Load(&reader); | ||
// connects the nodes | ||
for (JSONNode &n : jgraph.nodes) { | ||
n.node->inputs.reserve(n.inputs.size()); | ||
for (const JSONNode::Entry &e : n.inputs) { | ||
n.node->inputs.emplace_back( | ||
NodeEntry{jgraph.nodes[e.first].node, e.second}); | ||
} | ||
n.node->control_deps.reserve(n.control_deps.size()); | ||
for (uint32_t nid : n.control_deps) { | ||
n.node->control_deps.push_back(jgraph.nodes[nid].node); | ||
} | ||
} | ||
// consistent check | ||
for (uint32_t nid : jgraph.arg_nodes) { | ||
CHECK(jgraph.nodes[nid].node->is_variable()); | ||
} | ||
// return the graph | ||
Graph ret; | ||
ret.attrs = std::move(jgraph.attrs); | ||
ret.outputs.reserve(jgraph.heads.size()); | ||
for (const JSONNode::Entry &e : jgraph.heads) { | ||
ret.outputs.emplace_back( | ||
NodeEntry{jgraph.nodes[e.first].node, e.second}); | ||
} | ||
return ret; | ||
} | ||
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// save a graph to json | ||
Graph SaveJSON(const Graph& src) { | ||
JSONGraph jgraph; | ||
std::unordered_map<Node*, uint32_t> node2index; | ||
src.DFSVisit([&node2index, &jgraph](const std::shared_ptr<Node>& n) { | ||
uint32_t nid = static_cast<uint32_t>(jgraph.nodes.size()); | ||
node2index[n.get()] = nid; | ||
if (n->is_variable()) { | ||
jgraph.arg_nodes.push_back(nid); | ||
} | ||
JSONNode jnode; | ||
jnode.node = n; | ||
jnode.inputs.reserve(n->inputs.size()); | ||
for (const NodeEntry& e : n->inputs) { | ||
jnode.inputs.emplace_back( | ||
std::make_pair(node2index.at(e.node.get()), e.index)); | ||
} | ||
for (const std::shared_ptr<Node>& c : n->control_deps) { | ||
jnode.control_deps.push_back(node2index.at(c.get())); | ||
} | ||
jgraph.nodes.emplace_back(std::move(jnode)); | ||
}); | ||
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std::ostringstream os; | ||
dmlc::JSONWriter writer(&os); | ||
jgraph.Save(&writer); | ||
Graph ret; | ||
ret.attrs["json"] = std::make_shared<any>(os.str()); | ||
return ret; | ||
} | ||
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// register pass | ||
NNVM_REGISTER_PASS(LoadJSON) | ||
.describe("Return a new Graph, loaded from src.attrs[\"json\"]") | ||
.set_body(LoadJSON) | ||
.set_change_graph(true) | ||
.depend_graph_attr("json"); | ||
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NNVM_REGISTER_PASS(SaveJSON) | ||
.describe("Return a new empty Graph. Save graph to ret.attrs[\"json\"]") | ||
.set_body(SaveJSON) | ||
.set_change_graph(true) | ||
.provide_graph_attr("json"); | ||
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} // namespace pass | ||
} // namespace nnvm |